I have a function that factor a number. It depends on some random condition.
So what I am trying to do it’s to run multiple processors in this function and the processor that finds the factor first returns the value and all processors terminate.
What I have so far is very wrong. The processors are not terminating and I also don’t know how to get the value that was returned by the function
flag = False
def rho(n, processor):
while True:
x = random.randrange(1, n-1)
x2 = x
gcd = 1
c = random.randrange(1, n-1)
while gcd == 1:
x = (x**2 + c) % n
x2 = (x2**2 + c) % n
x2 = (x2**2 + c) % n
gcd = math.gcd(abs(x - x2), n)
if gcd != n:
flag = True
print("Factor was found from "+process+" and is ", gcd)
return gcd
if __name__ == "__main__":
p1 = multiprocessing.Process(target=rho, args=(91, "process 1" ))
p2 = multiprocessing.Process(target=rho, args=(91, "process 2"))
p1.start()
p2.start()
if flag:
p1.terminate()
p2.terminate()
The output is:
Factor was found from process 2 and is 13 Factor was found from process 1 and is 7
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Answer
You can use multiprocessing.Pool and it’s methods map(), imap_unordered() etc. These will return also values from worker functions.
Example (I used time.sleep() to simulate some time-intesive computation):
from time import sleep
from multiprocessing import Pool
def rho(params):
n, processor = params
# your computation here
# ...
sleep(n)
print("Factor was found from " + processor + " and is 42")
return 42
if __name__ == "__main__":
with Pool() as pool:
for result in pool.imap_unordered(
rho, ((10, "process 1"), (1, "process 2"))
):
print("Result I got:", result)
break # <-- I don't want other results, so break
Prints:
Factor was found from process 2 and is 42 Result I got: 42
EDIT: Two different functions:
from time import sleep
from multiprocessing import Pool
def fn1(n, p):
sleep(n)
print("Factor was found from " + p + " and is 42")
return 42
def fn2(n, p):
sleep(n)
print("Factor was found from " + p + " and is 99")
return 99
def rho(params):
what_to_call, n, processor = params
return what_to_call(n, processor)
if __name__ == "__main__":
with Pool() as pool:
for result in pool.imap_unordered(
rho, ((fn1, 10, "process 1"), (fn2, 1, "process 2"))
):
print("Result I got:", result)
break # <-- I don't want other results, so break